{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Matplotlib基础"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "在使用Numpy之前，需要了解一些画图的基础。\n",
    "\n",
    "Matplotlib是一个类似Matlab的工具包，主页地址为\n",
    "\n",
    "http://matplotlib.org"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Populating the interactive namespace from numpy and matplotlib\n"
     ]
    }
   ],
   "source": [
    "#在开头添加pylab的内嵌语句，pylab是 Matplotlib 和Ipython提供的一个模块，提供了类似Matlab的语法。\n",
    "%pylab inline\n",
    "%matplotlib inline\n",
    "import numpy as np  \n",
    "import matplotlib.pyplot as plt "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x10e8d21d0>]"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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F/7tIjb5EJDQp3IE9uYU8ND+DdzN20addM2aOHUSfdmr0JSKhq1aHu5kxe8U2\npizMpLDEx/jhPbjjXDX6EpHQV2vDfeuBfCbOTWPp+n0MSmjB1Gv70SWmiddliYgERK0L91KfMevL\nTTz93locMGVUH24c0pE6avQlImGkVoV71p48JqSksWLzQc7vHsPvRvelQws1+hKR8FMrwr241Mdf\nPtnAn/6dRWSDujzzozMYfWZ7NfoSkbAV9uGevj2H+2ansnpnLlckxjL5qj7ENG3gdVkiItUqbMO9\nsLiUZz9cz0tLs2nZuD7TfzKQ4X3bel2WiEiNCMtw/3rjAZJTUsned4TrkuKYeHkvoiIjvC5LRKTG\nhFW45xUW89S7a3ntq810aNGI128bwjndor0uS0SkxoVNuH+0dg8PzEljZ24hY8/uxL2XdSeyfthM\nT0SkSipNP+fcK8BIYI+Z9a1gvQOeAy4H8oFbzGxloAs9kYNHipiyMJM5326na+smzL7zLAZ2bFFT\nmxcRCUr+HNr+DZgGzDrB+hFAt/LHEODF8n+rlZmxKG0nD8/PIKegmHsu6srdF3WlQT01+hIRqTTc\nzexT51zCSYaMAmaZmQFfOeeaO+dizWxngGr8nt25hUyal877mbtJbB/F67cPoVdss+ranIhIyAnE\nSen2wNZjnm8rf61awv2jNXu455/fUlTi4/4RPbntnE7UU6MvEZH/EYhwr+jPPK3Cgc6NA8YBxMfH\nn9LGOkU3ZkB8CyZf1YdO0Y1P6T1ERMJdIA55twFxxzzvAOyoaKCZzTCzJDNLiok5tXuRJkQ3ZubY\nwQp2EZGTCES4LwB+6soMBXKq83y7iIhUzp9LId8ALgCinXPbgIeBCAAzmw68Q9llkFmUXQp5a3UV\nKyIi/vHnapkfV7LegLsDVpGIiJw2XWYiIhKGFO4iImFI4S4iEoYU7iIiYUjhLiIShlzZxS4ebNi5\nvcDmU/zwaGBfAMvxkuYSnMJlLuEyD9Bc/qOjmVX6V6CehfvpcM4tN7Mkr+sIBM0lOIXLXMJlHqC5\nVJVOy4iIhCGFu4hIGArVcJ/hdQEBpLkEp3CZS7jMAzSXKgnJc+4iInJyoXrkLiIiJxHU4e6cG+6c\nW+ucy3LOJVewvoFz7s3y9csquR2gp/yYyy3Oub3Oue/KH7d7UWdlnHOvOOf2OOfST7DeOef+VD7P\nVOfcgJqu0V9+zOUC51zOMfvkoZqu0R/OuTjn3EfOudXOuQzn3C8rGBMS+8XPuYTKfmnonPvaObeq\nfC6PVDCm+jLMzILyAdQFNgCdgfrAKqD3cWN+DkwvX74eeNPruk9jLrcA07yu1Y+5nAcMANJPsP5y\nYDFld+gaCizzuubTmMsFwEIcVkYyAAACsklEQVSv6/RjHrHAgPLlpsC6Cj6/QmK/+DmXUNkvDmhS\nvhwBLAOGHjem2jIsmI/cBwNZZpZtZkXAPym7GfexRgEzy5dnAxc75yq67Z/X/JlLSDCzT4EDJxny\n3xumm9lXQHPnXGzNVFc1fswlJJjZTjNbWb6cB6ym7D7GxwqJ/eLnXEJC+f/14fKnEeWP43/JWW0Z\nFszhfqIbb1c4xsxKgBygVY1UVzX+zAXg2vIfmWc75+IqWB8K/J1rqBhW/mP1YudcH6+LqUz5j/Vn\nUnaUeKyQ2y8nmQuEyH5xztV1zn0H7AE+MLMT7pdAZ1gwh7s/N972++bcHvOnzreBBDPrB3zI//9u\nHmpCZZ/4YyVlf+p9BvBnYJ7H9ZyUc64JkAL8ysxyj19dwYcE7X6pZC4hs1/MrNTM+lN2b+nBzrm+\nxw2ptv0SzOHuz423/zvGOVcPiCI4f8yudC5mtt/MjpY/fQkYWEO1BZrfN0wPdmaW+58fq83sHSDC\nORftcVkVcs5FUBaGfzezORUMCZn9UtlcQmm//IeZHQI+BoYft6raMiyYw/0boJtzrpNzrj5lv2xY\ncNyYBcDN5ctjgCVW/puJIFPpXI47/3kVZecaQ1HY3DDdOdf2P+c/nXODKft62e9tVd9XXuPLwGoz\ne+YEw0Jiv/gzlxDaLzHOuebly42AS4A1xw2rtgyr9B6qXjGzEufcL4D3KLva5BUzy3DOPQosN7MF\nlH0SvOacy6Lsu9313lV8Yn7O5R7n3FVACWVzucWzgk/ChdEN0/2YyxjgLudcCVAAXB+kBw9nAzcB\naeXndwEmAvEQcvvFn7mEyn6JBWY65+pS9g3oLTNbWFMZpr9QFREJQ8F8WkZERE6Rwl1EJAwp3EVE\nwpDCXUQkDCncRUTCkMJdRCQMKdxFRMKQwl1EJAz9P1t1mmHsJ3QxAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1076ece48>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = [1,2,3,4]\n",
    "plt.plot(x)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x10e92c978>]"
      ]
     },
     "execution_count": 56,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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DXZaIRLFQj/hbAHMClxVWA6a5+3tmdi+Au78AzKPwUs7NFF7OmRziNqOCuzNr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\nRCTGKPhFRGKMgl9EJMb8H6zppsLB1A2FAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10e84d160>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "y = [2,8,12,20]\n",
    "plt.plot(x,y)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 0.          0.06343434  0.12686869  0.19030303  0.25373737  0.31717172\n",
      "  0.38060606  0.4440404   0.50747475  0.57090909  0.63434343  0.69777778\n",
      "  0.76121212  0.82464646  0.88808081  0.95151515  1.01494949  1.07838384\n",
      "  1.14181818  1.20525253  1.26868687  1.33212121  1.39555556  1.4589899\n",
      "  1.52242424  1.58585859  1.64929293  1.71272727  1.77616162  1.83959596\n",
      "  1.9030303   1.96646465  2.02989899  2.09333333  2.15676768  2.22020202\n",
      "  2.28363636  2.34707071  2.41050505  2.47393939  2.53737374  2.60080808\n",
      "  2.66424242  2.72767677  2.79111111  2.85454545  2.9179798   2.98141414\n",
      "  3.04484848  3.10828283  3.17171717  3.23515152  3.29858586  3.3620202\n",
      "  3.42545455  3.48888889  3.55232323  3.61575758  3.67919192  3.74262626\n",
      "  3.80606061  3.86949495  3.93292929  3.99636364  4.05979798  4.12323232\n",
      "  4.18666667  4.25010101  4.31353535  4.3769697   4.44040404  4.50383838\n",
      "  4.56727273  4.63070707  4.69414141  4.75757576  4.8210101   4.88444444\n",
      "  4.94787879  5.01131313  5.07474747  5.13818182  5.20161616  5.26505051\n",
      "  5.32848485  5.39191919  5.45535354  5.51878788  5.58222222  5.64565657\n",
      "  5.70909091  5.77252525  5.8359596   5.89939394  5.96282828  6.02626263\n",
      "  6.08969697  6.15313131  6.21656566  6.28      ]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x10ea508d0>]"
      ]
     },
     "execution_count": 57,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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STlFaXsmF/1hCWGt/5t57rsv+slCOO1lawfkvLKZreGtmTRzS4v+uRWStMSa5\nvvX0ymelLObv68OkkYmk7S3ghy0HrI6jmtEHK3eRd7zEpUcLoMWglEu4akAU8eGt+dcPGVRWut8o\nXtXvREk5b/yUxbDEcFLiw6yOc0ZaDEq5AF+bDw+MTCT9wHG+SdtndRzVDN79eQf5haU8dHF3q6PU\nS4tBKRdxeb/OdO8QwosLMiivqKx/A+U2jhaV8tbSbC7u1YGzYtrWv4HFtBiUchE+PsIfL05ix6FC\nZq/NsTqOcqI3f8rmRGk5f3SD0QJoMSjlUkb16sCA2La8vHA7xWUVVsdRTnDwWDH/Wb6DcWd1pnvH\nEKvjNIgWg1IuRER4eHR39hUU88HKXVbHUU4wbXEm5RWGB0YmWR2lwbQYlHIxQxPCGZYYzmuLMzle\nXGZ1HOWAXYcL+Xj1bq49O4a48NZWx2kwLQalXNDDo7tzpKiMt5btsDqKcsA/f8jA5iNMGpFodZRG\n0WJQygX1i27LJX068s6ybPKOl1gdRzXBpr0FzP01l1vOjadDm0Cr4zSKFoNSLuqh0d0ptt+eWbmf\n5+enExrkxx3DE6yO0mhaDEq5qISIYK47O4aPVu1mx6FCq+OoRlieeYilGXncc2ECoUF+VsdpNC0G\npVzYAyMS8bP58I/56VZHUQ1UWWl47vttdAoN5PfnxFkdp0m0GJRyYZFtArl9WDzfpu1jw56jVsdR\nDfBN2j5+zSlg8qgkAv1sVsdpEi0GpVzcxOEJtG/tz7PztupkPi6upLyC57/fRo+OIVw1MNrqOE2m\nxaCUiwsO8GXSyERW7chn4dY6Z89VLuK95bvIOXKSP/2mJzYf172tdn0cKgYRCRORBSKy3f613WnW\nq6g2e9vcasvjRWSVfftP7NOAKqVqGZ8SS9eI1vx93lbK9AZ7LuloUSmvLtrO8KQIhiW65pSdDeXo\niGEKsNAYkwgstL+uy0ljTH/7Y2y15c8BL9q3PwLc6mAepTySn82Hxy/pSfahQj5atdvqOKoOry7K\n5ERJOY9d2sPqKA5ztBjGATPtz2cCVzR0Q6mavugiYHZTtlfK24zoGcnQhPa89GMGBSf1VhmuZMeh\nQt5bsZNrBkXTo2Mbq+M4zNFi6GCM2Qdg/xp5mvUCRSRVRFaKyKlf/u2Bo8aYcvvrHCDKwTxKeSwR\n4U+/6cnRk2W8tjjT6jiqmr/P24q/zcctJuFpCN/6VhCRH4GOdbz1p0Z8TqwxJldEugKLRCQNOFbH\neqc95UJEJgITAWJjYxvx0Up5jt6dQ7lmYDT/+WUnNw6OpUt797kxm6f6JfMQC7Yc4OHR3Yl0s1tf\nnE69IwZjzEhjTJ86Hl8BB0Tp/wIwAAAPq0lEQVSkE4D9a52nTBhjcu1fs4ElwADgENBWRE6VUzSQ\ne4YcM4wxycaY5IgI9z6wo5QjHh7dHT+b8NdvtlodxeuVV1Ty9NdbiG4XxK3nxVsdx2kc3ZU0F5hg\nfz4B+Kr2CiLSTkQC7M/DgXOBLabqhOzFwDVn2l4pVVNkm0DuuagbP249wNKMPKvjeLVZa/aQfuA4\nj1/a020vZquLo8UwFRglItuBUfbXiEiyiLxtX6cnkCoiv1JVBFONMVvs7z0KTBaRTKqOObzjYB6l\nvMKt58XTpX0rnv5mi56+apGCojL+tSCDlPgwLulT195291XvMYYzMcYcBkbUsTwVuM3+fDnQ9zTb\nZwMpjmRQyhsF+Nr48296cft7qby/Yhe3eNBuDHfxzwXpHC0q5cnLe1F1kqXn0CuflXJTI3tGMiwx\nnBd/zODQCZ2zoSVtzi3gg5W7uGlIF3p3DrU6jtNpMSjlpkSEJy/vTXFZBVO/22Z1HK9hjOEvX22m\nXSt//jjKM05PrU2LQSk31i0ymNuGdWX22hzW7My3Oo5XmLNuL2t3HeHRMT0IbeV+cy00hBaDUm7u\nvou6EdU2iD9/sUkPRDezgpNlPPvdNvrHtOWaQe5799T6aDEo5eZa+fvy5OW9SD9wnJnLd1odx6O9\nMH8b+YUl/HVcH3zc+O6p9dFiUMoDjOrVgRE9InlxQQb7Ck5aHccjrd11hA9X7ebmofH0jfa8A87V\naTEo5QFEhKfG9qbCGJ74crNO6ONkZRWVPD4njY5tApl8cZLVcZqdFoNSHiImrBWTRyXx49YDfLdp\nv9VxPMrby3aQfuA4/ze2N8EBDl3+5Ra0GJTyILecG0+fqDb85avNFBTprbmdYdfhQl5emMHo3h24\nuLdnXeF8OloMSnkQX5sPU6/qx5GiUp79Tm+y56jKSsMjszfi5+PDU2N7Wx2nxWgxKOVh+kSFctuw\neGat2cPyzENWx3FrH67ezaod+fz5sp50Cg2yOk6L0WJQygM9MCKJ+PDWPDx7I8eLdZdSU+QcKWLq\nvK0MSwzn2uQYq+O0KC0GpTxQkL+Nf/y2H/sKTvL3ebpLqbGMMTw2Jw2AZ6/q63E3yauPFoNSHmpQ\nlzBuP78rH6/ew5L0OufQUqfx4ardLNt+iCmX9iS6XSur47Q4LQalPNiDI5NIjAxmyudpepZSA2Xl\nneCZb7cwLDGcG1O8cxphLQalPFign41/XdufvBMl/OnLNL3wrR5lFZU8+MkGAv1s/OO3Z3n0bS/O\nxKFiEJEwEVkgItvtX9vVsc6FIrKh2qNYRK6wv/cfEdlR7b3+juRRSv2vvtGhTB6VxDcb9zF7bY7V\ncVzaKwu3szGngGev7EuHNoFWx7GMoyOGKcBCY0wisND+ugZjzGJjTH9jTH/gIqAI+KHaKg+fet8Y\ns8HBPEqpOtw5PIEhXcN4cu5msvNOWB3HJa3Zmc9rizO5emA0l/TtZHUcSzlaDOOAmfbnM4Er6ln/\nGuA7Y0yRg5+rlGoEm4/w4nX98ff1YdKsDZSW6+25q8svLOW+j9YTE9aKp8b2sjqO5Rwthg7GmH0A\n9q+R9ax/PfBxrWV/E5GNIvKiiAScbkMRmSgiqSKSmpeX51hqpbxQp9Agnru6H2l7C3TGt2oqKw0P\nfrKB/MJSXrthICGBnjn5TmPUWwwi8qOIbKrjMa4xHyQinYC+wPxqix8DegBnA2HAo6fb3hgzwxiT\nbIxJjoiIaMxHK6XsRvfuyM1D43j3lx18szHX6jgu4c2lWfyUkccTl/eiT5Rn3067oeq9TaAxZuTp\n3hORAyLSyRizz/6L/0wnS18LfGGM+e85c6dGG0CJiPwbeKiBuZVSTfT4pT3ZmHOUR2dvpEfHELpF\nhlgdyTIrsw/zzx8y+E2/Ttw02DtPTa2Lo7uS5gIT7M8nAF+dYd3x1NqNZC8TpOqywiuATQ7mUUrV\nw9/Xh9duHEign407P1hHYUm51ZEskXOkiHs+XEeXsFZM9cKrm8/E0WKYCowSke3AKPtrRCRZRN4+\ntZKIxAExwE+1tv9QRNKANCAceMbBPEqpBugUGsSr4weQnXeCyZ9uoLLSu65vOFlawcT31lJaXsmM\n3yfrcYVaxB0veElOTjapqalWx1DK7b29LJtnvt3K3Rck8MiYHlbHaRHGGO77eD3fpu3jnQnJXNSj\ng9WRWoyIrDXGJNe3nudPRaSUOq1bz4snK6+Q15dk0TUimGsGRVsdqdm9uiiTbzbu45Ex3b2qFBpD\nb4mhlBcTEZ4e15uhCe15bM5GVmUftjpSs/o0dQ//WpDBVQOiuGt4gtVxXJYWg1Jezs/mwxs3DiIm\nrBW3vZfKltxjVkdqFovTD/LYnDSGJYYz9ep+erD5DLQYlFKEtvLjvVtSCA7w5ffvrmbnoUKrIznV\nr3uOcs+H6+jeIYQ3bhqEv6/+6jsT/aejlAIgul0r3r81hYrKSm56ZxX7C4qtjuQUm/YW8Pt3VxPW\n2p///OFsggP00Gp9tBiUUv/VLTKEmbekcKSwlBveXun25bAl9xg3vbOK4ABfPr59CJFefMfUxtBi\nUErV0C+6Lf+5JYWDx0q4dvoKco645z0v0/cf56Z3VhHkZ+Pj24cQE+Z9M7E1lRaDUup/nB0Xxvu3\npnC0qJTrpq90u2MOqTvzuXb6Cvxswse3DyG2vZZCY2gxKKXqNCC2HR/dPoSi0nKueXM563cfsTpS\ng/yweT83vr2K9q39mX3nUOLCW1sdye1oMSilTqtPVCif3XkOQf42rp+xknlp++rfyCLGGN5fsZM7\nP1hLj05tmH3XUN191ERaDEqpM+oWGcKXd59Ln6hQ7v5wHa8u3O5y91YqLqvgoc828sRXm7mweyQf\n3z6YsNb+VsdyW1oMSql6tQ8O4MPbBnNF/878c0EGE/69moPHXeOMpT35RVz9xnI+X5fDpBGJvPX7\nZFr56ympjtBiUEo1SKCfjRev68+zV/Vl9Y58Ln15GUvSzzQFS/MyxvDRqt1c8vIy9uQX8e7NyTw4\nKgkfH72i2VFaDEqpBhMRxqfE8vV95xHW2p+b/72G+z9ez8FjLTt62JNfxO/eWc3jX6TRLzqUb+8f\npjfEcyK97bZSqkmKyyp486csXl+SRYDNhwdGJXHj4FgC/WzN9plHi0p5Y0kW/16+E3+bD49f2pPx\nKTF636MGauhttx0qBhH5LfAU0BNIMcbU+dtaRMYALwM24G1jzKkJfeKBWVTN97wO+J0xprS+z9Vi\nUMp17DxUyF/mbmZpRh6RIQFMPL8rNwyOdep+/sMnSvh49W5mLM3meEk5Vw2I5o8XJ9G5bZDTPsMb\ntFQx9AQqgenAQ3UVg4jYgAyqZnjLAdYA440xW0TkU2COMWaWiLwJ/GqMeaO+z9ViUMq1GGNYkX2Y\naYsyWZ51mNAgPy4/qxNXDohiYGy7Jv1FX15RSequI8xavZt5afsprahkRI9IHh7TnR4d2zTDT+H5\nWmSiHmPMVvuHnWm1FCDTGJNtX3cWME5EtgIXATfY15tJ1eij3mJQSrkWEWFoQjhDE8JZuyuf/yzf\nxey1OXywcjdRbYMY0rU9yXHtGBjbjuh2QbSu40Z2R4tKycorJOPAcX7OPMSyjDyOFZcTEuDLDYNj\nuXFwLIkdQiz46bxPS5zTFQXsqfY6BxgMtAeOGmPKqy2PaoE8SqlmNKhLGIO6hHGipJz5m/bz/eb9\nLE4/yOfrcv67TnCAL+HB/lQaKCmv4GRpBceKy//7fmRIAGP6dGR4UiQXdI+os0hU86n3n7aI/Ah0\nrOOtPxljvmrAZ9Q1nDBnWH66HBOBiQCxsbEN+FillJWCA3y5elA0Vw+KxhjDjkOFpO0tYF9BMQeO\nFXPoRCk2AX9fHwJ8bcSEBZEQEUy3yGBiw1rpAWUL1VsMxpiRDn5GDhBT7XU0kAscAtqKiK991HBq\n+elyzABmQNUxBgczKaVakIjQNSKYrhHBVkdRDdAS1zGsARJFJF5E/IHrgbmm6qj3YuAa+3oTgIaM\nQJRSSjUjh4pBRK4UkRzgHOBbEZlvX95ZROYB2EcD9wLzga3Ap8aYzfZv8SgwWUQyqTrm8I4jeZRS\nSjlOL3BTSikv0dDTVfWWGEoppWrQYlBKKVWDFoNSSqkatBiUUkrVoMWglFKqBrc8K0lE8oBdTdw8\nnKqL69yZu/8Mmt967v4zuHt+sOZn6GKMiahvJbcsBkeISGpDTtdyZe7+M2h+67n7z+Du+cG1fwbd\nlaSUUqoGLQallFI1eGMxzLA6gBO4+8+g+a3n7j+Du+cHF/4ZvO4Yg1JKqTPzxhGDUkqpM/CqYhCR\nMSKSLiKZIjLF6jyNISLvishBEdlkdZamEpEYEVksIltFZLOITLI6U2OISKCIrBaRX+35/8/qTE0h\nIjYRWS8i31idpSlEZKeIpInIBhFxu7tpikhbEZktItvs/y+cY3Wm2rxmV5KI2IAMYBRVkwetAcYb\nY7ZYGqyBROR84ATwnjGmj9V5mkJEOgGdjDHrRCQEWAtc4Ub/DgRobYw5ISJ+wM/AJGPMSoujNYqI\nTAaSgTbGmMusztNYIrITSDbGuOV1DCIyE1hmjHnbPkdNK2PMUatzVedNI4YUINMYk22MKQVmAeMs\nztRgxpilQL7VORxhjNlnjFlnf36cqvk53Gaeb1PlhP2ln/3hVn9ZiUg08BvgbauzeCMRaQOcj33u\nGWNMqauVAnhXMUQBe6q9zsGNfil5GhGJAwYAq6xN0jj23TAbgIPAAmOMW+UHXgIeASqtDuIAA/wg\nImvtc8G7k65AHvBv++68t0WktdWhavOmYqhrZnG3+mvPU4hIMPA58IAx5pjVeRrDGFNhjOlP1Rzl\nKSLiNrv1ROQy4KAxZq3VWRx0rjFmIHAJcI99N6u78AUGAm8YYwYAhYDLHe/0pmLIAWKqvY4Gci3K\n4rXs++Y/Bz40xsyxOk9T2Yf/S4AxFkdpjHOBsfZ99LOAi0TkA2sjNZ4xJtf+9SDwBVW7id1FDpBT\nbaQ5m6qicCneVAxrgEQRibcf8LkemGtxJq9iP3j7DrDVGPMvq/M0lohEiEhb+/MgYCSwzdpUDWeM\necwYE22MiaPqv/9FxpibLI7VKCLS2n7iAvZdMBcDbnOmnjFmP7BHRLrbF40AXO7kC1+rA7QUY0y5\niNwLzAdswLvGmM0Wx2owEfkYuAAIF5Ec4EljzDvWpmq0c4HfAWn2/fQAjxtj5lmYqTE6ATPtZ7j5\nAJ8aY9zylE831gH4oupvDHyBj4wx31sbqdHuAz60/4GaDfzB4jz/w2tOV1VKKdUw3rQrSSmlVANo\nMSillKpBi0EppVQNWgxKKaVq0GJQSilVgxaDUkqpGrQYlFJK1aDFoJRSqob/B7NV/Af4XRlZAAAA\nAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10e90bb38>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = linspace(0,3.14*2,100)\n",
    "print(x)\n",
    "plt.plot(x,sin(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x10e397be0>,\n",
       " <matplotlib.lines.Line2D at 0x10e4b05c0>,\n",
       " <matplotlib.lines.Line2D at 0x10e3a0710>]"
      ]
     },
     "execution_count": 58,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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No0KQSJ5beJiwq0kPPqjVCLB3g90fmzye/Tf2E3ozlNGBo3GxdTH5+UubEII3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\nC4BzzqXU/wEHtp+TVYXwlAAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10e9cf240>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 多条数据线\n",
    "# plt.plot(x1,y1,x2,y2,x3,y4)\n",
    "plt.plot(x,sin(x),x,2*sin(x),x,sin(2*x))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## scatter 散点图"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "```python\n",
    "scatter(x, y)\n",
    "scatter(x, y, size)\n",
    "scatter(x, y, size, color)\n",
    "```"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x10913c2e8>"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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KmpY0ffjw4b4G6Om+DYo7lGzQivj+yiMwHADOSm0vBQ61O0bSycDpwAs9vheAiNgSEVMR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\nXBsAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10e3d8908>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "scatter(x,sin(x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x10eabb7f0>"
      ]
     },
     "execution_count": 60,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x1040f2518>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "scatter(x,sin(x),1)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.PathCollection at 0x10ebe3518>"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<matplotlib.figure.Figure at 0x10ea9be10>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "scatter(x,sin(x),1,\"orange\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "模拟一个随机散点图\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0x10ecec358>"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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hpWRJzutsKfwRVZiQ0iDO2omLOz6LVfW/wyhxuXx+II+iCoUyj2/IYbCJsXZn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\n8fnGomuFmFAAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1040f2630>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "matrix_size = 300\n",
    "x = rand(matrix_size)\n",
    "y = rand(matrix_size)\n",
    "size = rand(matrix_size)*50\n",
    "color = rand(matrix_size)\n",
    "# x,y,size.color为100的列向量\n",
    "scatter(x,y,size,color)\n",
    "\n",
    "# 显示颜色条\n",
    "colorbar()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 一次绘制多张图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[ 0.          0.06343434  0.12686869  0.19030303  0.25373737  0.31717172\n",
      "  0.38060606  0.4440404   0.50747475  0.57090909  0.63434343  0.69777778\n",
      "  0.76121212  0.82464646  0.88808081  0.95151515  1.01494949  1.07838384\n",
      "  1.14181818  1.20525253  1.26868687  1.33212121  1.39555556  1.4589899\n",
      "  1.52242424  1.58585859  1.64929293  1.71272727  1.77616162  1.83959596\n",
      "  1.9030303   1.96646465  2.02989899  2.09333333  2.15676768  2.22020202\n",
      "  2.28363636  2.34707071  2.41050505  2.47393939  2.53737374  2.60080808\n",
      "  2.66424242  2.72767677  2.79111111  2.85454545  2.9179798   2.98141414\n",
      "  3.04484848  3.10828283  3.17171717  3.23515152  3.29858586  3.3620202\n",
      "  3.42545455  3.48888889  3.55232323  3.61575758  3.67919192  3.74262626\n",
      "  3.80606061  3.86949495  3.93292929  3.99636364  4.05979798  4.12323232\n",
      "  4.18666667  4.25010101  4.31353535  4.3769697   4.44040404  4.50383838\n",
      "  4.56727273  4.63070707  4.69414141  4.75757576  4.8210101   4.88444444\n",
      "  4.94787879  5.01131313  5.07474747  5.13818182  5.20161616  5.26505051\n",
      "  5.32848485  5.39191919  5.45535354  5.51878788  5.58222222  5.64565657\n",
      "  5.70909091  5.77252525  5.8359596   5.89939394  5.96282828  6.02626263\n",
      "  6.08969697  6.15313131  6.21656566  6.28      ]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x10ee2da58>]"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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STlFaXsmF/1hCWGt/5t57rsv+slCOO1lawfkvLKZreGtmTRzS4v+uRWStMSa5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\nWmSiHmPMVvuHnWm1FCDTGJN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      "text/plain": [
       "<matplotlib.figure.Figure at 0x10ecd1d30>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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dxWV8/NMeq+OoRiosOclbq3ZwcZ8O9OsUaXWcZtECUMoFjO4RzeDENry4LIfS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\ngg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10ecc9860>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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Vm4wx2lw5Vq+famTpP77Esdr2Kb+WP/5C1gDZw55nAbVXOkdEXEAC0DLG9wJg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\nAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10edb4e48>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 使用figure()命令产生新的图像：\n",
    "x = linspace(0,3.14*2,100)\n",
    "print(x)\n",
    "\n",
    "plt.plot(x,sin(x))\n",
    "figure()\n",
    "plt.plot(x,2*sin(x))\n",
    "figure()\n",
    "plt.plot(x,sin(2*x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x10efec7b8>]"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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1E8Ydeutnm54QyqzErlG7zGu3LYcL9o5OK3/8LI+xw4NcfiZMb740YTgJ4V2jdnka1XVs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\nIVyMBLsQQrgYCXYhhHAxEuxCCOFi/h+J2arzX3oAagAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10ef00d68>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 同一个图，绘制多个图形\n",
    "# 使用 subplot 在一幅图中画多幅子图：\n",
    "# subplot(row, column, index) row表示行，col表示列，index表示排在第几个区域绘图\n",
    "\n",
    "subplot(2, 2, 1)\n",
    "plt.plot(x,sin(x))\n",
    "subplot(2, 2, 2)\n",
    "plt.plot(x,2*sin(x))\n",
    "subplot(2, 2, 4)\n",
    "plt.plot(x,sin(2*x))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1812c13128>"
      ]
     },
     "execution_count": 65,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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OItDhM/ALtP7uUpLtjkipbEcTgDv8+pq12FuncVYbt8qcfCWhzSg4uQ7WfmF3NEplO5oA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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10ecd7a58>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 绘图加入标签\n",
    "plt.plot(x,sin(x),label=\"sin(x)\")\n",
    "plt.plot(x,2*sin(x),label=\"2*sin(x)\")\n",
    "\n",
    "# legend()加上标签图例(刻印文字)\n",
    "legend()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x1812d415f8>"
      ]
     },
     "execution_count": 66,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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A+J6OVVj72x2RUl7PUwkgpytGjreaItIPq5mIChUquDOmK/fnRlgzDho/DFHV7I7mb1nZ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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x10efb1fd0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 后加也可以\n",
    "plt.plot(x,sin(x),label=\"sin(x)\")\n",
    "plt.plot(x,2*sin(x),label=\"2*sin(x)\")\n",
    "legend(['sin', 'cos'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 经典lena"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "imshow 显示图片"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[[121, 112, 131],\n",
       "        [138, 129, 148],\n",
       "        [153, 144, 165],\n",
       "        ..., \n",
       "        [119, 126,  74],\n",
       "        [131, 136,  82],\n",
       "        [139, 144,  90]],\n",
       "\n",
       "       [[ 89,  82, 100],\n",
       "        [110, 103, 121],\n",
       "        [130, 122, 143],\n",
       "        ..., \n",
       "        [118, 125,  71],\n",
       "        [134, 141,  87],\n",
       "        [146, 153,  99]],\n",
       "\n",
       "       [[ 73,  66,  84],\n",
       "        [ 94,  87, 105],\n",
       "        [115, 108, 126],\n",
       "        ..., \n",
       "        [117, 126,  71],\n",
       "        [133, 142,  87],\n",
       "        [144, 153,  98]],\n",
       "\n",
       "       ..., \n",
       "       [[ 87, 106,  76],\n",
       "        [ 94, 110,  81],\n",
       "        [107, 124,  92],\n",
       "        ..., \n",
       "        [120, 158,  97],\n",
       "        [119, 157,  96],\n",
       "        [119, 158,  95]],\n",
       "\n",
       "       [[ 85, 101,  72],\n",
       "        [ 95, 111,  82],\n",
       "        [112, 127,  96],\n",
       "        ..., \n",
       "        [121, 157,  96],\n",
       "        [120, 156,  94],\n",
       "        [120, 156,  94]],\n",
       "\n",
       "       [[ 85, 101,  74],\n",
       "        [ 97, 113,  84],\n",
       "        [111, 126,  97],\n",
       "        ..., \n",
       "        [120, 156,  95],\n",
       "        [119, 155,  93],\n",
       "        [118, 154,  92]]], dtype=uint8)"
      ]
     },
     "execution_count": 67,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from scipy.misc import face\n",
    "img = face()\n",
    "img"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 68,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0x10eed5f28>"
      ]
     },
     "execution_count": 68,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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RFKEjpcrLL3+Pf/y5n2ZlZYWvfOUrTN+exHVdfNkyAQtrObo6Opm8eQtFVWnv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0DQ7yvWeeRrBM2kaD5dVFVFlkp7CJ6ZikutIsrK+ytbWFRxJoV6vItoDeaNGdSSPaBpbg3oCZ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D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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1812c13eb8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "imshow(img,\n",
    "       # 设置坐标范围\n",
    "      extent = [-25, 25, -25, 25],\n",
    "       # 设置colormap\n",
    "      cmap = cm.bone)\n",
    "colorbar()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 经典lena"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[[195 115  78]\n",
      "  [195 113  76]\n",
      "  [194 112  75]\n",
      "  ..., \n",
      "  [147  76  48]\n",
      "  [149  75  48]\n",
      "  [151  77  50]]\n",
      "\n",
      " [[195 115  78]\n",
      "  [196 114  77]\n",
      "  [195 113  76]\n",
      "  ..., \n",
      "  [148  79  50]\n",
      "  [150  78  53]\n",
      "  [153  79  54]]\n",
      "\n",
      " [[195 115  78]\n",
      "  [196 114  77]\n",
      "  [195 113  76]\n",
      "  ..., \n",
      "  [148  81  54]\n",
      "  [151  81  56]\n",
      "  [152  81  59]]\n",
      "\n",
      " ..., \n",
      " [[164  88  54]\n",
      "  [172  96  62]\n",
      "  [182 106  72]\n",
      "  ..., \n",
      "  [ 70  39  37]\n",
      "  [ 71  40  38]\n",
      "  [ 72  40  41]]\n",
      "\n",
      " [[163  87  53]\n",
      "  [172  96  62]\n",
      "  [182 106  72]\n",
      "  ..., \n",
      "  [ 70  39  37]\n",
      "  [ 71  39  40]\n",
      "  [ 72  40  41]]\n",
      "\n",
      " [[163  87  53]\n",
      "  [172  96  62]\n",
      "  [183 107  73]\n",
      "  ..., \n",
      "  [ 69  39  39]\n",
      "  [ 70  40  40]\n",
      "  [ 72  40  41]]]\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "<matplotlib.colorbar.Colorbar at 0x1813b61550>"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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BYdNzrsTq6r4Ka+FeXy89rKLP7yR6MoQfK7N3+H6e/POa0p4kpzqZ9B7rq6UE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\nYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1812c2c9b0>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# 导入图片\n",
    "lena_img = imread(\"../resources/imgs/lena.jpg\")\n",
    "print(lena_img)\n",
    "\n",
    "size = 100\n",
    "imshow(lena_img,\n",
    "       # 设置坐标范围\n",
    "      extent = [-size, size, -size, size],\n",
    "       # 设置colormap\n",
    "      cmap = cm.bone)\n",
    "colorbar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
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   "display_name": "Python 3",
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   "pygments_lexer": "ipython3",
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